Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 5694 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 667.3 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 14 |
|---|
monetary is highly overall correlated with unique_prods and 5 other fields | High correlation |
unique_prods is highly overall correlated with monetary and 3 other fields | High correlation |
qt_prods is highly overall correlated with monetary and 4 other fields | High correlation |
avg_basket_size is highly overall correlated with unique_prods and 2 other fields | High correlation |
recency is highly overall correlated with relationship_duration and 2 other fields | High correlation |
relationship_duration is highly overall correlated with monetary and 5 other fields | High correlation |
purchase_count is highly overall correlated with monetary and 6 other fields | High correlation |
returns_count is highly overall correlated with relationship_duration and 2 other fields | High correlation |
return_rate is highly overall correlated with returns_count | High correlation |
avg_purchase_interval is highly overall correlated with monetary and 4 other fields | High correlation |
frequency is highly overall correlated with relationship_duration and 2 other fields | High correlation |
avg_order_value is highly overall correlated with monetary and 3 other fields | High correlation |
monetary is highly skewed (γ1 = 23.70954924) | Skewed |
returns_count is highly skewed (γ1 = 30.34234755) | Skewed |
avg_unit_price is highly skewed (γ1 = 40.01799359) | Skewed |
return_rate is highly skewed (γ1 = 46.64019057) | Skewed |
avg_purchase_interval is highly skewed (γ1 = 67.66998836) | Skewed |
avg_order_value is highly skewed (γ1 = 21.19544146) | Skewed |
customer_id has unique values | Unique |
relationship_duration has 2921 (51.3%) zeros | Zeros |
returns_count has 4191 (73.6%) zeros | Zeros |
return_rate has 4191 (73.6%) zeros | Zeros |
avg_purchase_interval has 2921 (51.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-25 19:50:12.725593 |
|---|---|
| Analysis finished | 2023-06-25 19:50:42.190463 |
| Duration | 29.46 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 5694 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16601.346 |
| Minimum | 12347 |
|---|---|
| Maximum | 22709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12700.65 |
| Q1 | 14289.25 |
| median | 16228 |
| Q3 | 18210.75 |
| 95-th percentile | 21731.95 |
| Maximum | 22709 |
| Range | 10362 |
| Interquartile range (IQR) | 3921.5 |
Descriptive statistics
| Standard deviation | 2807.9223 |
|---|---|
| Coefficient of variation (CV) | 0.16913823 |
| Kurtosis | -0.82113706 |
| Mean | 16601.346 |
| Median Absolute Deviation (MAD) | 1961.5 |
| Skewness | 0.44131147 |
| Sum | 94528065 |
| Variance | 7884427.6 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12347 | 1 | < 0.1% |
| 17596 | 1 | < 0.1% |
| 17562 | 1 | < 0.1% |
| 17561 | 1 | < 0.1% |
| 17560 | 1 | < 0.1% |
| 17557 | 1 | < 0.1% |
| 17556 | 1 | < 0.1% |
| 17555 | 1 | < 0.1% |
| 17554 | 1 | < 0.1% |
| 17553 | 1 | < 0.1% |
| Other values (5684) | 5684 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 | |
| 12357 | 1 |
| Value | Count | Frequency (%) |
| 22709 | 1 | |
| 22708 | 1 | |
| 22707 | 1 | |
| 22706 | 1 | |
| 22705 | 1 | |
| 22704 | 1 | |
| 22700 | 1 | |
| 22699 | 1 | |
| 22696 | 1 | |
| 22695 | 1 |
monetary
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 5450 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1721.4744 |
| Minimum | -796.86 |
|---|---|
| Maximum | 278778.02 |
| Zeros | 9 |
| Zeros (%) | 0.2% |
| Negative | 3 |
| Negative (%) | 0.1% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | -796.86 |
|---|---|
| 5-th percentile | 12.486 |
| Q1 | 230.2875 |
| median | 603.555 |
| Q3 | 1547.795 |
| 95-th percentile | 5196.0935 |
| Maximum | 278778.02 |
| Range | 279574.88 |
| Interquartile range (IQR) | 1317.5075 |
Descriptive statistics
| Standard deviation | 7366.685 |
|---|---|
| Coefficient of variation (CV) | 4.2792882 |
| Kurtosis | 739.45922 |
| Mean | 1721.4744 |
| Median Absolute Deviation (MAD) | 475.405 |
| Skewness | 23.709549 |
| Sum | 9802075 |
| Variance | 54268048 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9 | 0.2% |
| 7.95 | 9 | 0.2% |
| 2.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 3.75 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 7.5 | 6 | 0.1% |
| 4.25 | 6 | 0.1% |
| Other values (5440) | 5619 |
| Value | Count | Frequency (%) |
| -796.86 | 1 | < 0.1% |
| -141.48 | 1 | < 0.1% |
| -95.93 | 1 | < 0.1% |
| 0 | 9 | |
| 5.684341886 × 10-14 | 1 | < 0.1% |
| 4.547473509 × 10-13 | 1 | < 0.1% |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 |
| Value | Count | Frequency (%) |
| 278778.02 | 1 | |
| 259657.3 | 1 | |
| 189735.53 | 1 | |
| 133007.13 | 1 | |
| 123638.18 | 1 | |
| 114505.32 | 1 | |
| 88138.2 | 1 | |
| 65920.12 | 1 | |
| 62924.1 | 1 | |
| 59419.34 | 1 |
unique_prods
Real number (ℝ)
| Distinct | 439 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.681595 |
| Minimum | 1 |
|---|---|
| Maximum | 1786 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 13 |
| median | 36 |
| Q3 | 84.75 |
| 95-th percentile | 241.35 |
| Maximum | 1786 |
| Range | 1785 |
| Interquartile range (IQR) | 71.75 |
Descriptive statistics
| Standard deviation | 101.73535 |
|---|---|
| Coefficient of variation (CV) | 1.4600032 |
| Kurtosis | 43.87754 |
| Mean | 69.681595 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 4.703277 |
| Sum | 396767 |
| Variance | 10350.081 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 278 | 4.9% |
| 2 | 149 | 2.6% |
| 3 | 112 | 2.0% |
| 10 | 101 | 1.8% |
| 5 | 98 | 1.7% |
| 9 | 96 | 1.7% |
| 6 | 93 | 1.6% |
| 8 | 93 | 1.6% |
| 11 | 92 | 1.6% |
| 4 | 90 | 1.6% |
| Other values (429) | 4492 |
| Value | Count | Frequency (%) |
| 1 | 278 | |
| 2 | 149 | |
| 3 | 112 | |
| 4 | 90 | 1.6% |
| 5 | 98 | 1.7% |
| 6 | 93 | 1.6% |
| 7 | 90 | 1.6% |
| 8 | 93 | 1.6% |
| 9 | 96 | 1.7% |
| 10 | 101 | 1.8% |
| Value | Count | Frequency (%) |
| 1786 | 1 | |
| 1766 | 1 | |
| 1322 | 1 | |
| 1118 | 1 | |
| 1109 | 1 | |
| 884 | 1 | |
| 817 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 |
qt_prods
Real number (ℝ)
| Distinct | 529 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.625571 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 14 |
| median | 41 |
| Q3 | 106 |
| 95-th percentile | 332.35 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 92 |
Descriptive statistics
| Standard deviation | 210.59359 |
|---|---|
| Coefficient of variation (CV) | 2.273601 |
| Kurtosis | 510.23293 |
| Mean | 92.625571 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 17.752506 |
| Sum | 527410 |
| Variance | 44349.661 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 255 | 4.5% |
| 2 | 149 | 2.6% |
| 3 | 108 | 1.9% |
| 10 | 101 | 1.8% |
| 6 | 99 | 1.7% |
| 9 | 92 | 1.6% |
| 5 | 91 | 1.6% |
| 4 | 87 | 1.5% |
| 7 | 83 | 1.5% |
| 11 | 83 | 1.5% |
| Other values (519) | 4546 |
| Value | Count | Frequency (%) |
| 1 | 255 | |
| 2 | 149 | |
| 3 | 108 | |
| 4 | 87 | 1.5% |
| 5 | 91 | 1.6% |
| 6 | 99 | 1.7% |
| 7 | 83 | 1.5% |
| 8 | 81 | 1.4% |
| 9 | 92 | 1.6% |
| 10 | 101 | 1.8% |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
avg_basket_size
Real number (ℝ)
| Distinct | 1255 |
|---|---|
| Distinct (%) | 22.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.991481 |
| Minimum | 1 |
|---|---|
| Maximum | 1113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.3333333 |
| Q1 | 9 |
| median | 18 |
| Q3 | 35.6125 |
| 95-th percentile | 175.35 |
| Maximum | 1113 |
| Range | 1112 |
| Interquartile range (IQR) | 26.6125 |
Descriptive statistics
| Standard deviation | 77.016374 |
|---|---|
| Coefficient of variation (CV) | 1.9258195 |
| Kurtosis | 32.294916 |
| Mean | 39.991481 |
| Median Absolute Deviation (MAD) | 11.267857 |
| Skewness | 4.9956284 |
| Sum | 227711.5 |
| Variance | 5931.5219 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 282 | 5.0% |
| 2 | 160 | 2.8% |
| 3 | 116 | 2.0% |
| 13 | 108 | 1.9% |
| 10 | 103 | 1.8% |
| 9 | 99 | 1.7% |
| 6 | 95 | 1.7% |
| 5 | 94 | 1.7% |
| 4 | 92 | 1.6% |
| 11 | 91 | 1.6% |
| Other values (1245) | 4454 |
| Value | Count | Frequency (%) |
| 1 | 282 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | < 0.1% |
| 1.5 | 7 | 0.1% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 160 |
| Value | Count | Frequency (%) |
| 1113 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 704 | 1 | |
| 686 | 1 | |
| 675 | 1 | |
| 674 | 1 | |
| 661 | 1 | |
| 650 | 1 |
recency
Real number (ℝ)
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.89111 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 37 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23 |
| median | 71 |
| Q3 | 200 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177 |
Descriptive statistics
| Standard deviation | 111.6221 |
|---|---|
| Coefficient of variation (CV) | 0.95492377 |
| Kurtosis | -0.64121555 |
| Mean | 116.89111 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.81483305 |
| Sum | 665578 |
| Variance | 12459.494 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 9 | 79 | 1.4% |
| 17 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 66 | 1.2% |
| Other values (294) | 4819 |
| Value | Count | Frequency (%) |
| 0 | 37 | 0.6% |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 23 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
relationship_duration
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 374 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.368282 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 2921 |
| Zeros (%) | 51.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 207 |
| 95-th percentile | 353 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 207 |
Descriptive statistics
| Standard deviation | 128.15686 |
|---|---|
| Coefficient of variation (CV) | 1.289716 |
| Kurtosis | -0.80706617 |
| Mean | 99.368282 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.87305506 |
| Sum | 565803 |
| Variance | 16424.181 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2921 | |
| 364 | 28 | 0.5% |
| 350 | 26 | 0.5% |
| 357 | 25 | 0.4% |
| 366 | 20 | 0.4% |
| 351 | 20 | 0.4% |
| 355 | 19 | 0.3% |
| 365 | 18 | 0.3% |
| 343 | 18 | 0.3% |
| 356 | 17 | 0.3% |
| Other values (364) | 2582 |
| Value | Count | Frequency (%) |
| 0 | 2921 | |
| 1 | 9 | 0.2% |
| 2 | 4 | 0.1% |
| 3 | 5 | 0.1% |
| 4 | 4 | 0.1% |
| 5 | 3 | 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 7 | 0.1% |
| 8 | 5 | 0.1% |
| 9 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 373 | 5 | 0.1% |
| 372 | 8 | 0.1% |
| 371 | 8 | 0.1% |
| 370 | 8 | 0.1% |
| 369 | 6 | 0.1% |
| 368 | 10 | 0.2% |
| 367 | 11 | 0.2% |
| 366 | 20 | |
| 365 | 18 | |
| 364 | 28 |
purchase_count
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4717246 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.8138139 |
|---|---|
| Coefficient of variation (CV) | 1.9626597 |
| Kurtosis | 302.04793 |
| Mean | 3.4717246 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.1919 |
| Sum | 19768 |
| Variance | 46.42806 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2870 | |
| 2 | 825 | 14.5% |
| 3 | 503 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Other values (46) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2870 | |
| 2 | 825 | 14.5% |
| 3 | 503 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
returns_count
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 213 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.239902 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 4191 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 38 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 204.94904 |
|---|---|
| Coefficient of variation (CV) | 11.236302 |
| Kurtosis | 1138.869 |
| Mean | 18.239902 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 30.342348 |
| Sum | 103858 |
| Variance | 42004.11 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 52 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (203) | 712 | 12.5% |
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 |
avg_unit_price
Real number (ℝ)
| Distinct | 5265 |
|---|---|
| Distinct (%) | 92.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7161781 |
| Minimum | 0.06 |
|---|---|
| Maximum | 434.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0.06 |
|---|---|
| 5-th percentile | 1.2516557 |
| Q1 | 2.2178856 |
| median | 3.0488988 |
| Q3 | 4.25 |
| 95-th percentile | 6.6996959 |
| Maximum | 434.65 |
| Range | 434.59 |
| Interquartile range (IQR) | 2.0321144 |
Descriptive statistics
| Standard deviation | 7.8496708 |
|---|---|
| Coefficient of variation (CV) | 2.1122967 |
| Kurtosis | 1952.5571 |
| Mean | 3.7161781 |
| Median Absolute Deviation (MAD) | 0.95889881 |
| Skewness | 40.017994 |
| Sum | 21159.918 |
| Variance | 61.617331 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.25 | 26 | 0.5% |
| 4.95 | 20 | 0.4% |
| 0.85 | 18 | 0.3% |
| 3.75 | 16 | 0.3% |
| 2.95 | 15 | 0.3% |
| 1.65 | 14 | 0.2% |
| 0.42 | 13 | 0.2% |
| 2.08 | 13 | 0.2% |
| 12.75 | 12 | 0.2% |
| 2.55 | 12 | 0.2% |
| Other values (5255) | 5535 |
| Value | Count | Frequency (%) |
| 0.06 | 1 | |
| 0.1225 | 1 | |
| 0.17 | 2 | |
| 0.2327777778 | 1 | |
| 0.29 | 2 | |
| 0.32 | 1 | |
| 0.33 | 1 | |
| 0.355 | 2 | |
| 0.358 | 1 | |
| 0.3666666667 | 1 |
| Value | Count | Frequency (%) |
| 434.65 | 1 | |
| 295 | 1 | |
| 125 | 1 | |
| 110 | 2 | |
| 74.975 | 1 | |
| 66.475 | 1 | |
| 59.73333333 | 1 | |
| 54.3 | 1 | |
| 51.71 | 1 | |
| 39.95 | 1 |
return_rate
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 471 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5632628 |
| Minimum | 0 |
|---|---|
| Maximum | 3004.6667 |
| Zeros | 4191 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.22222222 |
| 95-th percentile | 7.5 |
| Maximum | 3004.6667 |
| Range | 3004.6667 |
| Interquartile range (IQR) | 0.22222222 |
Descriptive statistics
| Standard deviation | 48.566706 |
|---|---|
| Coefficient of variation (CV) | 13.629841 |
| Kurtosis | 2669.7275 |
| Mean | 3.5632628 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 46.640191 |
| Sum | 20289.219 |
| Variance | 2358.7249 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 1 | 112 | 2.0% |
| 2 | 81 | 1.4% |
| 0.5 | 64 | 1.1% |
| 3 | 52 | 0.9% |
| 0.3333333333 | 43 | 0.8% |
| 4 | 40 | 0.7% |
| 1.5 | 33 | 0.6% |
| 6 | 32 | 0.6% |
| 0.25 | 29 | 0.5% |
| Other values (461) | 1017 | 17.9% |
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 0.03571428571 | 1 | < 0.1% |
| 0.04761904762 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.05555555556 | 1 | < 0.1% |
| 0.07272727273 | 1 | < 0.1% |
| 0.07692307692 | 1 | < 0.1% |
| 0.08333333333 | 1 | < 0.1% |
| 0.09090909091 | 2 | < 0.1% |
| 0.1 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 3004.666667 | 1 | |
| 1228 | 1 | |
| 1006 | 1 | |
| 510 | 1 | |
| 426 | 1 | |
| 378.75 | 1 | |
| 336 | 1 | |
| 314 | 1 | |
| 312 | 1 | |
| 300 | 1 |
avg_purchase_interval
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 1229 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.030117058 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 2921 |
| Zeros (%) | 51.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.023952096 |
| 95-th percentile | 0.076923077 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 0.023952096 |
Descriptive statistics
| Standard deviation | 0.46823463 |
|---|---|
| Coefficient of variation (CV) | 15.547157 |
| Kurtosis | 4874.1687 |
| Mean | 0.030117058 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 67.669988 |
| Sum | 171.48653 |
| Variance | 0.21924367 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2921 | |
| 0.07142857143 | 16 | 0.3% |
| 0.04761904762 | 15 | 0.3% |
| 0.02857142857 | 14 | 0.2% |
| 0.0303030303 | 14 | 0.2% |
| 0.01587301587 | 14 | 0.2% |
| 0.06451612903 | 13 | 0.2% |
| 0.02380952381 | 13 | 0.2% |
| 0.1428571429 | 13 | 0.2% |
| 0.025 | 12 | 0.2% |
| Other values (1219) | 2649 |
| Value | Count | Frequency (%) |
| 0 | 2921 | |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005602240896 | 2 | < 0.1% |
| 0.005617977528 | 1 | < 0.1% |
| 0.005633802817 | 2 | < 0.1% |
| 0.005681818182 | 1 | < 0.1% |
| 0.005698005698 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 34 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 2 | 6 | |
| 1.5 | 1 | < 0.1% |
| 1.333333333 | 2 | < 0.1% |
| 1 | 4 | |
| 0.6666666667 | 3 | |
| 0.5522788204 | 1 | < 0.1% |
| 0.5349462366 | 1 | < 0.1% |
frequency
Real number (ℝ)
| Distinct | 1226 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.54721716 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.011042615 |
| Q1 | 0.024924276 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.97507572 |
Descriptive statistics
| Standard deviation | 0.550273 |
|---|---|
| Coefficient of variation (CV) | 1.0055843 |
| Kurtosis | 139.14854 |
| Mean | 0.54721716 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.8594208 |
| Sum | 3115.8545 |
| Variance | 0.30280038 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2878 | |
| 2 | 47 | 0.8% |
| 0.0625 | 18 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.03448275862 | 14 | 0.2% |
| 0.02941176471 | 14 | 0.2% |
| 0.02127659574 | 13 | 0.2% |
| Other values (1216) | 2647 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | 0.1% |
| 2 | 47 | 0.8% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2878 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
avg_order_value
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 5443 |
|---|---|
| Distinct (%) | 95.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 546.04678 |
| Minimum | -796.86 |
|---|---|
| Maximum | 52940.94 |
| Zeros | 9 |
| Zeros (%) | 0.2% |
| Negative | 3 |
| Negative (%) | 0.1% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | -796.86 |
|---|---|
| 5-th percentile | 12.45 |
| Q1 | 156.3225 |
| median | 289.295 |
| Q3 | 480.29792 |
| 95-th percentile | 1833.422 |
| Maximum | 52940.94 |
| Range | 53737.8 |
| Interquartile range (IQR) | 323.97542 |
Descriptive statistics
| Standard deviation | 1368.9567 |
|---|---|
| Coefficient of variation (CV) | 2.5070319 |
| Kurtosis | 715.70656 |
| Mean | 546.04678 |
| Median Absolute Deviation (MAD) | 149.33688 |
| Skewness | 21.195441 |
| Sum | 3109190.4 |
| Variance | 1874042.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9 | 0.2% |
| 7.95 | 9 | 0.2% |
| 1.25 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 2.95 | 8 | 0.1% |
| 1.65 | 7 | 0.1% |
| 7.5 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| Other values (5433) | 5618 |
| Value | Count | Frequency (%) |
| -796.86 | 1 | < 0.1% |
| -141.48 | 1 | < 0.1% |
| -47.965 | 1 | < 0.1% |
| 0 | 9 | |
| 5.684341886 × 10-14 | 1 | < 0.1% |
| 4.547473509 × 10-13 | 1 | < 0.1% |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 |
| Value | Count | Frequency (%) |
| 52940.94 | 1 | |
| 50653.91 | 1 | |
| 21389.6 | 1 | |
| 18745.86 | 1 | |
| 14855.53 | 1 | |
| 13206.5 | 1 | |
| 12681.58 | 1 | |
| 12633.67 | 1 | |
| 12172.09 | 1 | |
| 11540.34 | 1 |
| customer_id | monetary | unique_prods | qt_prods | avg_basket_size | recency | relationship_duration | purchase_count | returns_count | avg_unit_price | return_rate | avg_purchase_interval | frequency | avg_order_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.174 | -0.017 | -0.049 | 0.113 | 0.245 | -0.382 | -0.383 | -0.277 | 0.216 | -0.278 | -0.381 | 0.380 | -0.032 |
| monetary | -0.174 | 1.000 | 0.799 | 0.839 | 0.494 | -0.426 | 0.596 | 0.640 | 0.406 | 0.078 | 0.371 | 0.544 | -0.450 | 0.766 |
| unique_prods | -0.017 | 0.799 | 1.000 | 0.988 | 0.823 | -0.327 | 0.423 | 0.450 | 0.271 | 0.063 | 0.241 | 0.365 | -0.312 | 0.642 |
| qt_prods | -0.049 | 0.839 | 0.988 | 1.000 | 0.768 | -0.379 | 0.497 | 0.533 | 0.317 | 0.038 | 0.282 | 0.438 | -0.359 | 0.627 |
| avg_basket_size | 0.113 | 0.494 | 0.823 | 0.768 | 1.000 | -0.038 | -0.038 | -0.047 | -0.021 | 0.123 | -0.021 | -0.064 | 0.032 | 0.683 |
| recency | 0.245 | -0.426 | -0.327 | -0.379 | -0.038 | 1.000 | -0.598 | -0.597 | -0.321 | 0.203 | -0.292 | -0.519 | 0.486 | -0.086 |
| relationship_duration | -0.382 | 0.596 | 0.423 | 0.497 | -0.038 | -0.598 | 1.000 | 0.945 | 0.503 | -0.162 | 0.467 | 0.816 | -0.910 | 0.071 |
| purchase_count | -0.383 | 0.640 | 0.450 | 0.533 | -0.047 | -0.597 | 0.945 | 1.000 | 0.539 | -0.166 | 0.497 | 0.902 | -0.799 | 0.073 |
| returns_count | -0.277 | 0.406 | 0.271 | 0.317 | -0.021 | -0.321 | 0.503 | 0.539 | 1.000 | -0.061 | 0.994 | 0.465 | -0.366 | 0.116 |
| avg_unit_price | 0.216 | 0.078 | 0.063 | 0.038 | 0.123 | 0.203 | -0.162 | -0.166 | -0.061 | 1.000 | -0.058 | -0.162 | 0.153 | 0.202 |
| return_rate | -0.278 | 0.371 | 0.241 | 0.282 | -0.021 | -0.292 | 0.467 | 0.497 | 0.994 | -0.058 | 1.000 | 0.433 | -0.354 | 0.113 |
| avg_purchase_interval | -0.381 | 0.544 | 0.365 | 0.438 | -0.064 | -0.519 | 0.816 | 0.902 | 0.465 | -0.162 | 0.433 | 1.000 | -0.723 | 0.055 |
| frequency | 0.380 | -0.450 | -0.312 | -0.359 | 0.032 | 0.486 | -0.910 | -0.799 | -0.366 | 0.153 | -0.354 | -0.723 | 1.000 | -0.043 |
| avg_order_value | -0.032 | 0.766 | 0.642 | 0.627 | 0.683 | -0.086 | 0.071 | 0.073 | 0.116 | 0.202 | 0.113 | 0.055 | -0.043 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| customer_id | monetary | unique_prods | qt_prods | avg_basket_size | recency | relationship_duration | purchase_count | returns_count | avg_unit_price | return_rate | avg_purchase_interval | frequency | avg_order_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 12347.0 | 4310.00 | 103 | 182 | 26.000000 | 2 | 365 | 7 | 0.0 | 2.644011 | 0.0 | 0.019178 | 0.019126 | 615.714286 |
| 1 | 12348.0 | 1437.24 | 21 | 27 | 6.750000 | 75 | 283 | 4 | 0.0 | 0.692963 | 0.0 | 0.014134 | 0.014085 | 359.310000 |
| 2 | 12349.0 | 1457.55 | 72 | 72 | 72.000000 | 18 | 0 | 1 | 0.0 | 4.237500 | 0.0 | 0.000000 | 1.000000 | 1457.550000 |
| 3 | 12350.0 | 294.40 | 16 | 16 | 16.000000 | 310 | 0 | 1 | 0.0 | 1.581250 | 0.0 | 0.000000 | 1.000000 | 294.400000 |
| 4 | 12352.0 | 1265.41 | 57 | 77 | 11.000000 | 36 | 260 | 7 | 63.0 | 4.075455 | 9.0 | 0.026923 | 0.026820 | 180.772857 |
| 5 | 12353.0 | 89.00 | 4 | 4 | 4.000000 | 204 | 0 | 1 | 0.0 | 6.075000 | 0.0 | 0.000000 | 1.000000 | 89.000000 |
| 6 | 12354.0 | 1079.40 | 58 | 58 | 58.000000 | 232 | 0 | 1 | 0.0 | 4.503793 | 0.0 | 0.000000 | 1.000000 | 1079.400000 |
| 7 | 12355.0 | 459.40 | 13 | 13 | 13.000000 | 214 | 0 | 1 | 0.0 | 4.203846 | 0.0 | 0.000000 | 1.000000 | 459.400000 |
| 8 | 12356.0 | 2487.43 | 52 | 58 | 19.333333 | 22 | 303 | 3 | 0.0 | 2.946034 | 0.0 | 0.009901 | 0.009868 | 829.143333 |
| 9 | 12357.0 | 6207.67 | 131 | 131 | 131.000000 | 33 | 0 | 1 | 0.0 | 3.348626 | 0.0 | 0.000000 | 1.000000 | 6207.670000 |
| customer_id | monetary | unique_prods | qt_prods | avg_basket_size | recency | relationship_duration | purchase_count | returns_count | avg_unit_price | return_rate | avg_purchase_interval | frequency | avg_order_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5684 | 22695.0 | 6083.95 | 675 | 675 | 675.0 | 1 | 0 | 1 | 0.0 | 4.256074 | 0.0 | 0.0 | 1.0 | 6083.95 |
| 5685 | 22696.0 | 7150.07 | 748 | 748 | 748.0 | 1 | 0 | 1 | 0.0 | 4.292594 | 0.0 | 0.0 | 1.0 | 7150.07 |
| 5686 | 22699.0 | 3686.80 | 203 | 203 | 203.0 | 1 | 0 | 1 | 0.0 | 5.772315 | 0.0 | 0.0 | 1.0 | 3686.80 |
| 5687 | 22700.0 | 4839.42 | 55 | 62 | 62.0 | 1 | 0 | 1 | 0.0 | 7.254516 | 0.0 | 0.0 | 1.0 | 4839.42 |
| 5688 | 22704.0 | 17.90 | 7 | 7 | 7.0 | 1 | 0 | 1 | 0.0 | 1.278571 | 0.0 | 0.0 | 1.0 | 17.90 |
| 5689 | 22705.0 | 3.35 | 2 | 2 | 2.0 | 1 | 0 | 1 | 0.0 | 1.675000 | 0.0 | 0.0 | 1.0 | 3.35 |
| 5690 | 22706.0 | 5699.00 | 634 | 634 | 634.0 | 1 | 0 | 1 | 0.0 | 4.320946 | 0.0 | 0.0 | 1.0 | 5699.00 |
| 5691 | 22707.0 | 6756.06 | 730 | 730 | 730.0 | 0 | 0 | 1 | 0.0 | 4.175904 | 0.0 | 0.0 | 1.0 | 6756.06 |
| 5692 | 22708.0 | 3217.20 | 56 | 59 | 59.0 | 0 | 0 | 1 | 0.0 | 6.269661 | 0.0 | 0.0 | 1.0 | 3217.20 |
| 5693 | 22709.0 | 3950.72 | 217 | 217 | 217.0 | 0 | 0 | 1 | 0.0 | 6.364378 | 0.0 | 0.0 | 1.0 | 3950.72 |